Code, Software, Resources

Code, software & other resources

A collection of open-source tools and workshop materials for autonomous scientific experimentation, maintained and curated by the CASE community.

  • DataFed
  • CAMLink
  • gpCAM
  • ESCALATE
  • mystic
  • Summit
  • ART
  • Workshop report

Software tools

Tools and software

gpCAM logo — Gaussian process bell curve

gpCAM

Flexible, HPC-ready, user-friendly Gaussian-process-based autonomous discovery.

Project site Open resource →
ESCALATE — periodic-table style logo

ESCALATE

Experiment Specification, Capture and Laboratory Automation Technology.

GitHub Open repository →
mystic — 3D optimization surface plots

mystic

A framework of optimization algorithms for robust, flexible solution of hard optimization problems.

GitHub Open repository →
DataFed architecture — federated data backbone diagram

DataFed

A scientific data management system for seamless cross-facility and cross-institutional data collaboration.

ORNL resource Open resource →
CAMLink software interface screenshot

CAMLink

API-level support for requesting communication paths between disparate experimental services.

CAMERA project Open resource →
Summit — iterative ML and experiments workflow diagram

Summit

A Python package for machine-learning-driven optimization of chemical reactions.

GitHub Open repository →
ART — Automated Recommendation Tool workflow illustration

ART

The Automated Recommendation Tool uses machine learning and probabilistic modeling to guide synthetic biology.

Project site Open site →

Workshop material

Workshop report & materials

Workshop report

DOE / CAMERA Autonomous Discovery Workshop Report

The formal report from the April 2021 workshop that motivated CASE.

PDF — DOE_AD_CAMERA_Workshop_Report.pdf
Open report Download PDF